Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 29965 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.7 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 3 |
PAY_0 is highly overall correlated with PAY_2 and 2 other fields | High correlation |
PAY_2 is highly overall correlated with PAY_0 and 7 other fields | High correlation |
PAY_3 is highly overall correlated with PAY_0 and 9 other fields | High correlation |
PAY_4 is highly overall correlated with PAY_0 and 10 other fields | High correlation |
PAY_5 is highly overall correlated with PAY_2 and 8 other fields | High correlation |
PAY_6 is highly overall correlated with PAY_2 and 8 other fields | High correlation |
BILL_AMT1 is highly overall correlated with PAY_2 and 8 other fields | High correlation |
BILL_AMT2 is highly overall correlated with PAY_2 and 10 other fields | High correlation |
BILL_AMT3 is highly overall correlated with PAY_2 and 11 other fields | High correlation |
BILL_AMT4 is highly overall correlated with PAY_3 and 13 other fields | High correlation |
BILL_AMT5 is highly overall correlated with PAY_3 and 13 other fields | High correlation |
BILL_AMT6 is highly overall correlated with PAY_4 and 11 other fields | High correlation |
PAY_AMT1 is highly overall correlated with BILL_AMT1 and 5 other fields | High correlation |
PAY_AMT2 is highly overall correlated with BILL_AMT3 and 5 other fields | High correlation |
PAY_AMT3 is highly overall correlated with BILL_AMT4 and 7 other fields | High correlation |
PAY_AMT4 is highly overall correlated with BILL_AMT4 and 6 other fields | High correlation |
PAY_AMT5 is highly overall correlated with BILL_AMT4 and 5 other fields | High correlation |
PAY_AMT6 is highly overall correlated with BILL_AMT5 and 4 other fields | High correlation |
PAY_0 has 14737 (49.2%) zeros | Zeros |
PAY_2 has 15730 (52.5%) zeros | Zeros |
PAY_3 has 15764 (52.6%) zeros | Zeros |
PAY_4 has 16455 (54.9%) zeros | Zeros |
PAY_5 has 16947 (56.6%) zeros | Zeros |
PAY_6 has 16286 (54.4%) zeros | Zeros |
PAY_AMT1 has 5218 (17.4%) zeros | Zeros |
PAY_AMT2 has 5365 (17.9%) zeros | Zeros |
PAY_AMT3 has 5937 (19.8%) zeros | Zeros |
PAY_AMT4 has 6377 (21.3%) zeros | Zeros |
PAY_AMT5 has 6672 (22.3%) zeros | Zeros |
PAY_AMT6 has 7142 (23.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-02 14:15:46.937958 |
|---|---|
| Analysis finished | 2023-03-02 14:18:36.440135 |
| Duration | 2 minutes and 49.5 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
LIMIT_BAL
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.662581 |
| Minimum | 9.2104404 |
|---|---|
| Maximum | 13.815512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 9.2104404 |
|---|---|
| 5-th percentile | 9.9035376 |
| Q1 | 10.819798 |
| median | 11.849405 |
| Q3 | 12.388398 |
| 95-th percentile | 12.971543 |
| Maximum | 13.815512 |
| Range | 4.6050712 |
| Interquartile range (IQR) | 1.5686001 |
Descriptive statistics
| Standard deviation | 0.94129863 |
|---|---|
| Coefficient of variation (CV) | 0.080711006 |
| Kurtosis | -0.51172171 |
| Mean | 11.662581 |
| Median Absolute Deviation (MAD) | 0.69314004 |
| Skewness | -0.5127289 |
| Sum | 349469.24 |
| Variance | 0.88604312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.81979828 | 3363 | 11.2% |
| 9.903537551 | 1975 | 6.6% |
| 10.30898599 | 1610 | 5.4% |
| 11.28979441 | 1564 | 5.2% |
| 12.20607765 | 1524 | 5.1% |
| 11.91839724 | 1107 | 3.7% |
| 11.51293546 | 1047 | 3.5% |
| 12.10071769 | 993 | 3.3% |
| 12.79386209 | 874 | 2.9% |
| 11.00211651 | 825 | 2.8% |
| Other values (71) | 15083 |
| Value | Count | Frequency (%) |
| 9.210440367 | 493 | 1.6% |
| 9.680406499 | 2 | < 0.1% |
| 9.903537551 | 1975 | |
| 10.30898599 | 1610 | |
| 10.59665973 | 230 | 0.8% |
| 10.81979828 | 3363 | |
| 11.00211651 | 825 | 2.8% |
| 11.15626481 | 731 | 2.4% |
| 11.28979441 | 1564 | |
| 11.40757606 | 650 | 2.2% |
| Value | Count | Frequency (%) |
| 13.81551156 | 1 | < 0.1% |
| 13.59236826 | 2 | < 0.1% |
| 13.56705048 | 2 | < 0.1% |
| 13.54107503 | 1 | < 0.1% |
| 13.52782982 | 4 | |
| 13.51440682 | 2 | < 0.1% |
| 13.50080118 | 2 | < 0.1% |
| 13.48700788 | 3 | < 0.1% |
| 13.47302166 | 6 | |
| 13.45883704 | 8 |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.2 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29965 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29965 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29965 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29965 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
EDUCATION
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8536292 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.79041147 |
|---|---|
| Coefficient of variation (CV) | 0.42641293 |
| Kurtosis | 2.079207 |
| Mean | 1.8536292 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.97070927 |
| Sum | 55544 |
| Variance | 0.62475029 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 14019 | |
| 1 | 10563 | |
| 3 | 4915 | 16.4% |
| 5 | 280 | 0.9% |
| 4 | 123 | 0.4% |
| 6 | 51 | 0.2% |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 10563 | |
| 2 | 14019 | |
| 3 | 4915 | 16.4% |
| 4 | 123 | 0.4% |
| 5 | 280 | 0.9% |
| 6 | 51 | 0.2% |
| Value | Count | Frequency (%) |
| 6 | 51 | 0.2% |
| 5 | 280 | 0.9% |
| 4 | 123 | 0.4% |
| 3 | 4915 | 16.4% |
| 2 | 14019 | |
| 1 | 10563 | |
| 0 | 14 | < 0.1% |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.2 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 323 |
| 0 | 54 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29965 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29965 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29965 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29965 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
AGE
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.487969 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.2194592 |
|---|---|
| Coefficient of variation (CV) | 0.25979112 |
| Kurtosis | 0.043988015 |
| Mean | 35.487969 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.732056 |
| Sum | 1063397 |
| Variance | 84.998429 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1602 | 5.3% |
| 27 | 1475 | 4.9% |
| 28 | 1406 | 4.7% |
| 30 | 1394 | 4.7% |
| 26 | 1252 | 4.2% |
| 31 | 1213 | 4.0% |
| 25 | 1185 | 4.0% |
| 34 | 1161 | 3.9% |
| 32 | 1157 | 3.9% |
| 33 | 1146 | 3.8% |
| Other values (46) | 16974 |
| Value | Count | Frequency (%) |
| 21 | 67 | 0.2% |
| 22 | 560 | 1.9% |
| 23 | 930 | |
| 24 | 1126 | |
| 25 | 1185 | |
| 26 | 1252 | |
| 27 | 1475 | |
| 28 | 1406 | |
| 29 | 1602 | |
| 30 | 1394 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 10 | |
| 69 | 15 | |
| 68 | 5 | < 0.1% |
| 67 | 16 |
PAY_0
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.016752878 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 14737 |
| Zeros (%) | 49.2% |
| Negative | 8432 |
| Negative (%) | 28.1% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.123492 |
|---|---|
| Coefficient of variation (CV) | -67.062627 |
| Kurtosis | 2.7300384 |
| Mean | -0.016752878 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.73460648 |
| Sum | -502 |
| Variance | 1.2622343 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14737 | |
| -1 | 5682 | 19.0% |
| 1 | 3667 | 12.2% |
| -2 | 2750 | 9.2% |
| 2 | 2666 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 8 | 19 | 0.1% |
| 6 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2750 | 9.2% |
| -1 | 5682 | 19.0% |
| 0 | 14737 | |
| 1 | 3667 | 12.2% |
| 2 | 2666 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 19 | 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 26 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 322 | 1.1% |
| 2 | 2666 | 8.9% |
| 1 | 3667 | 12.2% |
| 0 | 14737 | |
| -1 | 5682 | 19.0% |
PAY_2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13185383 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15730 |
| Zeros (%) | 52.5% |
| Negative | 9798 |
| Negative (%) | 32.7% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1963217 |
|---|---|
| Coefficient of variation (CV) | -9.0730903 |
| Kurtosis | 1.5776087 |
| Mean | -0.13185383 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.79207041 |
| Sum | -3951 |
| Variance | 1.4311856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15730 | |
| -1 | 6046 | 20.2% |
| 2 | 3926 | 13.1% |
| -2 | 3752 | 12.5% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 1 | 28 | 0.1% |
| 5 | 25 | 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3752 | 12.5% |
| -1 | 6046 | 20.2% |
| 0 | 15730 | |
| 1 | 28 | 0.1% |
| 2 | 3926 | 13.1% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 5 | 25 | 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 25 | 0.1% |
| 4 | 99 | 0.3% |
| 3 | 326 | 1.1% |
| 2 | 3926 | 13.1% |
| 1 | 28 | 0.1% |
| 0 | 15730 | |
| -1 | 6046 | 20.2% |
PAY_3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16439179 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15764 |
| Zeros (%) | 52.6% |
| Negative | 9989 |
| Negative (%) | 33.3% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1958775 |
|---|---|
| Coefficient of variation (CV) | -7.2745574 |
| Kurtosis | 2.091666 |
| Mean | -0.16439179 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.84146398 |
| Sum | -4926 |
| Variance | 1.430123 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15764 | |
| -1 | 5934 | 19.8% |
| -2 | 4055 | 13.5% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 75 | 0.3% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4055 | 13.5% |
| -1 | 5934 | 19.8% |
| 0 | 15764 | |
| 1 | 4 | < 0.1% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 75 | 0.3% |
| 5 | 21 | 0.1% |
| 6 | 23 | 0.1% |
| 7 | 27 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 4 | 75 | 0.3% |
| 3 | 240 | 0.8% |
| 2 | 3819 | 12.7% |
| 1 | 4 | < 0.1% |
| 0 | 15764 | |
| -1 | 5934 | 19.8% |
PAY_4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.21892208 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16455 |
| Zeros (%) | 54.9% |
| Negative | 10001 |
| Negative (%) | 33.4% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1681752 |
|---|---|
| Coefficient of variation (CV) | -5.3360319 |
| Kurtosis | 3.5089621 |
| Mean | -0.21892208 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0007986 |
| Sum | -6560 |
| Variance | 1.3646333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16455 | |
| -1 | 5683 | 19.0% |
| -2 | 4318 | 14.4% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 68 | 0.2% |
| 7 | 58 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4318 | 14.4% |
| -1 | 5683 | 19.0% |
| 0 | 16455 | |
| 1 | 2 | < 0.1% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 68 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 58 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 5 | 35 | 0.1% |
| 4 | 68 | 0.2% |
| 3 | 180 | 0.6% |
| 2 | 3159 | 10.5% |
| 1 | 2 | < 0.1% |
| 0 | 16455 | |
| -1 | 5683 | 19.0% |
PAY_5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.26450859 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16947 |
| Zeros (%) | 56.6% |
| Negative | 10051 |
| Negative (%) | 33.5% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1322199 |
|---|---|
| Coefficient of variation (CV) | -4.2804653 |
| Kurtosis | 4.0035623 |
| Mean | -0.26450859 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.009329 |
| Sum | -7926 |
| Variance | 1.2819218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16947 | |
| -1 | 5535 | 18.5% |
| -2 | 4516 | 15.1% |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 83 | 0.3% |
| 7 | 58 | 0.2% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4516 | 15.1% |
| -1 | 5535 | 18.5% |
| 0 | 16947 | |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 83 | 0.3% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 58 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 17 | 0.1% |
| 4 | 83 | 0.3% |
| 3 | 178 | 0.6% |
| 2 | 2626 | 8.8% |
| 0 | 16947 | |
| -1 | 5535 | 18.5% |
| -2 | 4516 | 15.1% |
PAY_6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.28943768 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16286 |
| Zeros (%) | 54.4% |
| Negative | 10601 |
| Negative (%) | 35.4% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1490901 |
|---|---|
| Coefficient of variation (CV) | -3.9700778 |
| Kurtosis | 3.4372569 |
| Mean | -0.28943768 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.94860899 |
| Sum | -8673 |
| Variance | 1.3204081 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16286 | |
| -1 | 5736 | 19.1% |
| -2 | 4865 | 16.2% |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 48 | 0.2% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4865 | 16.2% |
| -1 | 5736 | 19.1% |
| 0 | 16286 | |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 48 | 0.2% |
| 5 | 13 | < 0.1% |
| 6 | 19 | 0.1% |
| 7 | 46 | 0.2% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 48 | 0.2% |
| 3 | 184 | 0.6% |
| 2 | 2766 | 9.2% |
| 0 | 16286 | |
| -1 | 5736 | 19.1% |
| -2 | 4865 | 16.2% |
BILL_AMT1
Real number (ℝ)
| Distinct | 22723 |
|---|---|
| Distinct (%) | 75.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 176.25262 |
| Minimum | -406.91522 |
|---|---|
| Maximum | 982.09572 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 590 |
| Negative (%) | 2.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -406.91522 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 59.966657 |
| median | 149.79653 |
| Q3 | 259.34726 |
| 95-th percentile | 448.67003 |
| Maximum | 982.09572 |
| Range | 1389.0109 |
| Interquartile range (IQR) | 199.3806 |
Descriptive statistics
| Standard deviation | 142.35573 |
|---|---|
| Coefficient of variation (CV) | 0.80768007 |
| Kurtosis | 0.5973453 |
| Mean | 176.25262 |
| Median Absolute Deviation (MAD) | 96.579201 |
| Skewness | 0.90287644 |
| Sum | 5281409.9 |
| Variance | 20265.154 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1978 | 6.6% |
| 19.77371993 | 243 | 0.8% |
| 27.94637722 | 76 | 0.3% |
| 18.08314132 | 72 | 0.2% |
| 17.80449381 | 63 | 0.2% |
| 50.009999 | 59 | 0.2% |
| 19.92485885 | 48 | 0.2% |
| 49 | 39 | 0.1% |
| 20.42057786 | 29 | 0.1% |
| 22.38302929 | 25 | 0.1% |
| Other values (22713) | 27333 |
| Value | Count | Frequency (%) |
| -406.9152246 | 1 | |
| -393.6661022 | 1 | |
| -123.7255026 | 1 | |
| -119.9416525 | 1 | |
| -107.4476617 | 1 | |
| -103.3537614 | 1 | |
| -99.00505038 | 1 | |
| -95.36770942 | 1 | |
| -90.48204242 | 1 | |
| -86.24384036 | 1 |
| Value | Count | Frequency (%) |
| 982.0957183 | 1 | |
| 864.1845868 | 1 | |
| 808.1231342 | 1 | |
| 794.0144835 | 1 | |
| 791.6116472 | 1 | |
| 788.5112555 | 1 | |
| 783.4928206 | 1 | |
| 781.4883236 | 1 | |
| 780.12499 | 1 | |
| 777.1872361 | 1 |
BILL_AMT2
Real number (ℝ)
| Distinct | 22346 |
|---|---|
| Distinct (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 171.50088 |
| Minimum | -264.15336 |
|---|---|
| Maximum | 991.93347 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 669 |
| Negative (%) | 2.2% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -264.15336 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 54.87258 |
| median | 145.93149 |
| Q3 | 253.19953 |
| 95-th percentile | 441.46415 |
| Maximum | 991.93347 |
| Range | 1256.0868 |
| Interquartile range (IQR) | 198.32695 |
Descriptive statistics
| Standard deviation | 140.99789 |
|---|---|
| Coefficient of variation (CV) | 0.8221409 |
| Kurtosis | 0.57725256 |
| Mean | 171.50088 |
| Median Absolute Deviation (MAD) | 96.737995 |
| Skewness | 0.88724829 |
| Sum | 5139023.9 |
| Variance | 19880.405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2476 | 8.3% |
| 19.77371993 | 230 | 0.8% |
| 18.08314132 | 75 | 0.3% |
| 27.94637722 | 75 | 0.3% |
| 17.80449381 | 72 | 0.2% |
| 50.009999 | 51 | 0.2% |
| 19.92485885 | 50 | 0.2% |
| 49 | 42 | 0.1% |
| -14.14213562 | 29 | 0.1% |
| 20.42057786 | 28 | 0.1% |
| Other values (22336) | 26837 |
| Value | Count | Frequency (%) |
| -264.1533645 | 1 | |
| -259.8576533 | 1 | |
| -182.6198237 | 1 | |
| -173.2050808 | 1 | |
| -161.9073809 | 1 | |
| -157.1750616 | 1 | |
| -157.1686992 | 1 | |
| -151.5255754 | 1 | |
| -136.4477922 | 1 | |
| -134.4916354 | 1 |
| Value | Count | Frequency (%) |
| 991.9334655 | 1 | |
| 862.5375354 | 1 | |
| 819.4900854 | 1 | |
| 804.2207408 | 1 | |
| 790.2379389 | 1 | |
| 778.424049 | 1 | |
| 773.1713911 | 1 | |
| 766.0456905 | 1 | |
| 762.7424205 | 1 | |
| 760.0539455 | 1 |
BILL_AMT3
Real number (ℝ)
| Distinct | 22026 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.88286 |
| Minimum | -396.56525 |
|---|---|
| Maximum | 1289.9961 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -396.56525 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 52.076866 |
| median | 141.90137 |
| Q3 | 245.36096 |
| 95-th percentile | 433.47664 |
| Maximum | 1289.9961 |
| Range | 1686.5614 |
| Interquartile range (IQR) | 193.28409 |
Descriptive statistics
| Standard deviation | 138.86594 |
|---|---|
| Coefficient of variation (CV) | 0.83211626 |
| Kurtosis | 0.75948204 |
| Mean | 166.88286 |
| Median Absolute Deviation (MAD) | 94.954596 |
| Skewness | 0.91312632 |
| Sum | 5000645 |
| Variance | 19283.75 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2840 | 9.5% |
| 19.77371993 | 274 | 0.9% |
| 27.94637722 | 74 | 0.2% |
| 18.08314132 | 63 | 0.2% |
| 17.80449381 | 62 | 0.2% |
| 19.92485885 | 47 | 0.2% |
| 50.009999 | 40 | 0.1% |
| 49 | 39 | 0.1% |
| 20.42057786 | 29 | 0.1% |
| 14.17744688 | 27 | 0.1% |
| Other values (22016) | 26470 |
| Value | Count | Frequency (%) |
| -396.5652531 | 1 | |
| -248.0040322 | 1 | |
| -214.7719721 | 1 | |
| -184.5020325 | 1 | |
| -159.5086205 | 1 | |
| -157.1686992 | 1 | |
| -142.5482374 | 1 | |
| -133.0638944 | 1 | |
| -126.1348485 | 1 | |
| -125.0639836 | 1 |
| Value | Count | Frequency (%) |
| 1289.996124 | 1 | |
| 924.7091435 | 1 | |
| 832.5454943 | 1 | |
| 830.4480718 | 1 | |
| 830.4384384 | 1 | |
| 795.0106918 | 1 | |
| 772.9269047 | 1 | |
| 760.9020962 | 1 | |
| 760.2354898 | 1 | |
| 759.6156923 | 1 |
BILL_AMT4
Real number (ℝ)
| Distinct | 21548 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 159.30609 |
| Minimum | -412.31056 |
|---|---|
| Maximum | 944.23885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 675 |
| Negative (%) | 2.3% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -412.31056 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 48.590122 |
| median | 138.13761 |
| Q3 | 233.67071 |
| 95-th percentile | 417.69702 |
| Maximum | 944.23885 |
| Range | 1356.5494 |
| Interquartile range (IQR) | 185.08059 |
Descriptive statistics
| Standard deviation | 134.20123 |
|---|---|
| Coefficient of variation (CV) | 0.84241118 |
| Kurtosis | 0.726649 |
| Mean | 159.30609 |
| Median Absolute Deviation (MAD) | 91.505589 |
| Skewness | 0.92365353 |
| Sum | 4773606.9 |
| Variance | 18009.97 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3165 | 10.6% |
| 19.77371993 | 245 | 0.8% |
| 27.94637722 | 101 | 0.3% |
| 17.80449381 | 68 | 0.2% |
| 18.08314132 | 62 | 0.2% |
| 19.92485885 | 43 | 0.1% |
| 49 | 39 | 0.1% |
| 12.28820573 | 39 | 0.1% |
| 50.009999 | 34 | 0.1% |
| 20.42057786 | 33 | 0.1% |
| Other values (21538) | 26136 |
| Value | Count | Frequency (%) |
| -412.3105626 | 1 | |
| -285.191164 | 1 | |
| -255.2782795 | 1 | |
| -224.9799991 | 1 | |
| -215.9328599 | 1 | |
| -185.7498318 | 1 | |
| -165.8010856 | 1 | |
| -155.8941949 | 1 | |
| -148.687592 | 1 | |
| -142.5482374 | 1 |
| Value | Count | Frequency (%) |
| 944.2388469 | 1 | |
| 840.752639 | 1 | |
| 792.9060474 | 1 | |
| 785.3897122 | 1 | |
| 756.839481 | 1 | |
| 754.3440859 | 1 | |
| 752.1103642 | 1 | |
| 750.6956774 | 1 | |
| 740.2844048 | 1 | |
| 736.6505277 | 1 |
BILL_AMT5
Real number (ℝ)
| Distinct | 21010 |
|---|---|
| Distinct (%) | 70.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.46005 |
| Minimum | -285.19116 |
|---|---|
| Maximum | 962.89771 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -285.19116 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 42.284749 |
| median | 134.6514 |
| Q3 | 224.16066 |
| 95-th percentile | 407.19357 |
| Maximum | 962.89771 |
| Range | 1248.0889 |
| Interquartile range (IQR) | 181.87591 |
Descriptive statistics
| Standard deviation | 131.10028 |
|---|---|
| Coefficient of variation (CV) | 0.85989923 |
| Kurtosis | 0.73117903 |
| Mean | 152.46005 |
| Median Absolute Deviation (MAD) | 90.959297 |
| Skewness | 0.93757846 |
| Sum | 4568465.5 |
| Variance | 17187.284 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3476 | 11.6% |
| 19.77371993 | 234 | 0.8% |
| 27.94637722 | 94 | 0.3% |
| 17.80449381 | 79 | 0.3% |
| 18.08314132 | 62 | 0.2% |
| 12.28820573 | 58 | 0.2% |
| 19.92485885 | 46 | 0.2% |
| 49 | 39 | 0.1% |
| 50.009999 | 37 | 0.1% |
| 20.42057786 | 36 | 0.1% |
| Other values (21000) | 25804 |
| Value | Count | Frequency (%) |
| -285.191164 | 1 | |
| -247.733728 | 1 | |
| -230.2324912 | 1 | |
| -215.9328599 | 1 | |
| -193.8917224 | 1 | |
| -190.1473113 | 1 | |
| -174.5880866 | 1 | |
| -168.330033 | 1 | |
| -151.6673993 | 1 | |
| -144.0590157 | 1 |
| Value | Count | Frequency (%) |
| 962.89771 | 1 | |
| 907.4915978 | 1 | |
| 766.2036283 | 1 | |
| 742.7671237 | 1 | |
| 740.1898405 | 1 | |
| 728.4730606 | 1 | |
| 724.0966786 | 1 | |
| 718.4288413 | 1 | |
| 717.0181309 | 1 | |
| 712.8912961 | 1 |
BILL_AMT6
Real number (ℝ)
| Distinct | 20604 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 147.81452 |
| Minimum | -582.75467 |
|---|---|
| Maximum | 980.6452 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 688 |
| Negative (%) | 2.3% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | -582.75467 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 35.538711 |
| median | 130.86252 |
| Q3 | 221.93017 |
| 95-th percentile | 402.409 |
| Maximum | 980.6452 |
| Range | 1563.3999 |
| Interquartile range (IQR) | 186.39146 |
Descriptive statistics
| Standard deviation | 131.18923 |
|---|---|
| Coefficient of variation (CV) | 0.88752602 |
| Kurtosis | 0.72072168 |
| Mean | 147.81452 |
| Median Absolute Deviation (MAD) | 93.249056 |
| Skewness | 0.92004715 |
| Sum | 4429262 |
| Variance | 17210.614 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3990 | 13.3% |
| 19.77371993 | 206 | 0.7% |
| 27.94637722 | 86 | 0.3% |
| 12.28820573 | 78 | 0.3% |
| 17.80449381 | 77 | 0.3% |
| 18.08314132 | 56 | 0.2% |
| 19.92485885 | 44 | 0.1% |
| 20.42057786 | 36 | 0.1% |
| -4.242640687 | 33 | 0.1% |
| 49 | 32 | 0.1% |
| Other values (20594) | 25327 |
| Value | Count | Frequency (%) |
| -582.7546654 | 1 | |
| -457.2209532 | 1 | |
| -388.5267044 | 1 | |
| -307.6117683 | 1 | |
| -271.8363478 | 1 | |
| -238.8723508 | 1 | |
| -226.8104936 | 1 | |
| -226.2366018 | 1 | |
| -215.9328599 | 1 | |
| -213.8550911 | 1 |
| Value | Count | Frequency (%) |
| 980.6451958 | 1 | |
| 836.6271571 | 1 | |
| 754.0815606 | 1 | |
| 726.4378845 | 1 | |
| 726.3380756 | 1 | |
| 717.6182829 | 1 | |
| 716.79774 | 1 | |
| 715.4760653 | 1 | |
| 708.0755609 | 1 | |
| 706.4708062 | 1 |
PAY_AMT1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7943 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6368885 |
| Minimum | 0 |
|---|---|
| Maximum | 13.680324 |
| Zeros | 5218 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.9087548 |
| median | 7.6511202 |
| Q3 | 8.5189916 |
| 95-th percentile | 9.822722 |
| Maximum | 13.680324 |
| Range | 13.680324 |
| Interquartile range (IQR) | 1.6102368 |
Descriptive statistics
| Standard deviation | 3.2451887 |
|---|---|
| Coefficient of variation (CV) | 0.48896236 |
| Kurtosis | 0.28541881 |
| Mean | 6.6368885 |
| Median Absolute Deviation (MAD) | 0.866273 |
| Skewness | -1.2975552 |
| Sum | 198874.36 |
| Variance | 10.531249 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5218 | 17.4% |
| 7.601402335 | 1363 | 4.5% |
| 8.006700845 | 891 | 3.0% |
| 8.517393171 | 698 | 2.3% |
| 7.313886832 | 507 | 1.7% |
| 8.294299609 | 426 | 1.4% |
| 9.210440367 | 401 | 1.3% |
| 6.908754779 | 365 | 1.2% |
| 7.824445931 | 298 | 1.0% |
| 8.699681401 | 294 | 1.0% |
| Other values (7933) | 19504 |
| Value | Count | Frequency (%) |
| 0 | 5218 | |
| 0.6931471806 | 9 | < 0.1% |
| 1.098612289 | 14 | < 0.1% |
| 1.386294361 | 15 | 0.1% |
| 1.609437912 | 18 | 0.1% |
| 1.791759469 | 12 | < 0.1% |
| 1.945910149 | 15 | 0.1% |
| 2.079441542 | 9 | < 0.1% |
| 2.197224577 | 8 | < 0.1% |
| 2.302585093 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 13.68032408 | 1 | |
| 13.13231569 | 1 | |
| 13.10899238 | 1 | |
| 12.95726229 | 1 | |
| 12.91168432 | 1 | |
| 12.81638155 | 1 | |
| 12.68545404 | 1 | |
| 12.62746359 | 1 | |
| 12.61818561 | 1 | |
| 12.61167108 | 1 |
PAY_AMT2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7899 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5694592 |
| Minimum | 0 |
|---|---|
| Maximum | 14.336837 |
| Zeros | 5365 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.7464121 |
| median | 7.6063874 |
| Q3 | 8.5173932 |
| 95-th percentile | 9.8538665 |
| Maximum | 14.336837 |
| Range | 14.336837 |
| Interquartile range (IQR) | 1.770981 |
Descriptive statistics
| Standard deviation | 3.2738568 |
|---|---|
| Coefficient of variation (CV) | 0.49834495 |
| Kurtosis | 0.16290234 |
| Mean | 6.5694592 |
| Median Absolute Deviation (MAD) | 0.91100578 |
| Skewness | -1.2447624 |
| Sum | 196853.85 |
| Variance | 10.718138 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5365 | 17.9% |
| 7.601402335 | 1290 | 4.3% |
| 8.006700845 | 857 | 2.9% |
| 8.517393171 | 717 | 2.4% |
| 6.908754779 | 594 | 2.0% |
| 7.313886832 | 521 | 1.7% |
| 8.294299609 | 410 | 1.4% |
| 9.210440367 | 318 | 1.1% |
| 8.699681401 | 283 | 0.9% |
| 7.824445931 | 251 | 0.8% |
| Other values (7889) | 19359 |
| Value | Count | Frequency (%) |
| 0 | 5365 | |
| 0.6931471806 | 15 | 0.1% |
| 1.098612289 | 20 | 0.1% |
| 1.386294361 | 18 | 0.1% |
| 1.609437912 | 11 | < 0.1% |
| 1.791759469 | 25 | 0.1% |
| 1.945910149 | 8 | < 0.1% |
| 2.079441542 | 12 | < 0.1% |
| 2.197224577 | 9 | < 0.1% |
| 2.302585093 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 14.33683686 | 1 | |
| 14.02015037 | 1 | |
| 14.01064304 | 1 | |
| 13.83973184 | 1 | |
| 13.27158479 | 1 | |
| 12.93736544 | 1 | |
| 12.90172668 | 1 | |
| 12.86908788 | 1 | |
| 12.86159324 | 1 | |
| 12.86096485 | 1 |
PAY_AMT3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7518 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2896687 |
| Minimum | 0 |
|---|---|
| Maximum | 13.705741 |
| Zeros | 5937 |
| Zeros (%) | 19.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.9687076 |
| median | 7.4983159 |
| Q3 | 8.4147174 |
| 95-th percentile | 9.7758587 |
| Maximum | 13.705741 |
| Range | 13.705741 |
| Interquartile range (IQR) | 2.4460098 |
Descriptive statistics
| Standard deviation | 3.3455667 |
|---|---|
| Coefficient of variation (CV) | 0.53191461 |
| Kurtosis | -0.24243414 |
| Mean | 6.2896687 |
| Median Absolute Deviation (MAD) | 1.0190773 |
| Skewness | -1.0834996 |
| Sum | 188469.92 |
| Variance | 11.192816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5937 | 19.8% |
| 7.601402335 | 1285 | 4.3% |
| 6.908754779 | 1103 | 3.7% |
| 8.006700845 | 870 | 2.9% |
| 8.517393171 | 721 | 2.4% |
| 7.313886832 | 490 | 1.6% |
| 8.294299609 | 381 | 1.3% |
| 9.210440367 | 312 | 1.0% |
| 7.090909822 | 243 | 0.8% |
| 8.699681401 | 241 | 0.8% |
| Other values (7508) | 18382 |
| Value | Count | Frequency (%) |
| 0 | 5937 | |
| 0.6931471806 | 13 | < 0.1% |
| 1.098612289 | 19 | 0.1% |
| 1.386294361 | 14 | < 0.1% |
| 1.609437912 | 15 | 0.1% |
| 1.791759469 | 18 | 0.1% |
| 1.945910149 | 14 | < 0.1% |
| 2.079441542 | 18 | 0.1% |
| 2.197224577 | 10 | < 0.1% |
| 2.302585093 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 13.70574145 | 1 | |
| 13.69790201 | 1 | |
| 13.13868938 | 1 | |
| 12.94225297 | 1 | |
| 12.90164937 | 1 | |
| 12.89192579 | 1 | |
| 12.84918626 | 1 | |
| 12.82589347 | 1 | |
| 12.76396123 | 1 | |
| 12.74915827 | 1 |
PAY_AMT4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6937 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0839568 |
| Minimum | 0 |
|---|---|
| Maximum | 13.339088 |
| Zeros | 6377 |
| Zeros (%) | 21.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.7071103 |
| median | 7.3138868 |
| Q3 | 8.2982906 |
| 95-th percentile | 9.6827162 |
| Maximum | 13.339088 |
| Range | 13.339088 |
| Interquartile range (IQR) | 2.5911804 |
Descriptive statistics
| Standard deviation | 3.3929404 |
|---|---|
| Coefficient of variation (CV) | 0.55768648 |
| Kurtosis | -0.49248166 |
| Mean | 6.0839568 |
| Median Absolute Deviation (MAD) | 1.2035063 |
| Skewness | -0.96987039 |
| Sum | 182305.77 |
| Variance | 11.512045 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6377 | 21.3% |
| 6.908754779 | 1394 | 4.7% |
| 7.601402335 | 1214 | 4.1% |
| 8.006700845 | 887 | 3.0% |
| 8.517393171 | 810 | 2.7% |
| 7.313886832 | 441 | 1.5% |
| 8.294299609 | 402 | 1.3% |
| 9.210440367 | 341 | 1.1% |
| 7.824445931 | 259 | 0.9% |
| 6.216606101 | 258 | 0.9% |
| Other values (6927) | 17582 |
| Value | Count | Frequency (%) |
| 0 | 6377 | |
| 0.6931471806 | 22 | 0.1% |
| 1.098612289 | 22 | 0.1% |
| 1.386294361 | 13 | < 0.1% |
| 1.609437912 | 20 | 0.1% |
| 1.791759469 | 12 | < 0.1% |
| 1.945910149 | 16 | 0.1% |
| 2.079441542 | 11 | < 0.1% |
| 2.197224577 | 7 | < 0.1% |
| 2.302585093 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 13.33908797 | 1 | |
| 13.17855088 | 1 | |
| 13.11634732 | 1 | |
| 12.97648406 | 1 | |
| 12.89933732 | 1 | |
| 12.7122545 | 1 | |
| 12.70982229 | 1 | |
| 12.6761044 | 1 | |
| 12.65426194 | 1 | |
| 12.5878016 | 1 |
PAY_AMT5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6897 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0383791 |
| Minimum | 0 |
|---|---|
| Maximum | 12.963438 |
| Zeros | 6672 |
| Zeros (%) | 22.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.5683445 |
| median | 7.3138868 |
| Q3 | 8.3047423 |
| 95-th percentile | 9.6804065 |
| Maximum | 12.963438 |
| Range | 12.963438 |
| Interquartile range (IQR) | 2.7363978 |
Descriptive statistics
| Standard deviation | 3.4405253 |
|---|---|
| Coefficient of variation (CV) | 0.56977629 |
| Kurtosis | -0.58900373 |
| Mean | 6.0383791 |
| Median Absolute Deviation (MAD) | 1.2035063 |
| Skewness | -0.94209151 |
| Sum | 180940.03 |
| Variance | 11.837214 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6672 | 22.3% |
| 6.908754779 | 1340 | 4.5% |
| 7.601402335 | 1323 | 4.4% |
| 8.006700845 | 947 | 3.2% |
| 8.517393171 | 814 | 2.7% |
| 7.313886832 | 426 | 1.4% |
| 8.294299609 | 401 | 1.3% |
| 9.210440367 | 343 | 1.1% |
| 6.216606101 | 250 | 0.8% |
| 8.699681401 | 247 | 0.8% |
| Other values (6887) | 17202 |
| Value | Count | Frequency (%) |
| 0 | 6672 | |
| 0.6931471806 | 21 | 0.1% |
| 1.098612289 | 13 | < 0.1% |
| 1.386294361 | 13 | < 0.1% |
| 1.609437912 | 12 | < 0.1% |
| 1.791759469 | 9 | < 0.1% |
| 1.945910149 | 7 | < 0.1% |
| 2.079441542 | 9 | < 0.1% |
| 2.197224577 | 6 | < 0.1% |
| 2.302585093 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 12.96343798 | 1 | |
| 12.94321518 | 1 | |
| 12.86894617 | 1 | |
| 12.84599836 | 1 | |
| 12.71289326 | 1 | |
| 12.7122545 | 1 | |
| 12.70982229 | 1 | |
| 12.697379 | 1 | |
| 12.66690308 | 1 | |
| 12.64476619 | 1 |
PAY_AMT6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6939 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9389026 |
| Minimum | 0 |
|---|---|
| Maximum | 13.178114 |
| Zeros | 7142 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 468.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.8828019 |
| median | 7.3138868 |
| Q3 | 8.2942996 |
| 95-th percentile | 9.763386 |
| Maximum | 13.178114 |
| Range | 13.178114 |
| Interquartile range (IQR) | 3.4114977 |
Descriptive statistics
| Standard deviation | 3.524975 |
|---|---|
| Coefficient of variation (CV) | 0.5935398 |
| Kurtosis | -0.75895716 |
| Mean | 5.9389026 |
| Median Absolute Deviation (MAD) | 1.2035063 |
| Skewness | -0.8580643 |
| Sum | 177959.21 |
| Variance | 12.425449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7142 | |
| 6.908754779 | 1299 | 4.3% |
| 7.601402335 | 1295 | 4.3% |
| 8.006700845 | 914 | 3.1% |
| 8.517393171 | 808 | 2.7% |
| 7.313886832 | 439 | 1.5% |
| 8.294299609 | 411 | 1.4% |
| 9.210440367 | 356 | 1.2% |
| 6.216606101 | 247 | 0.8% |
| 8.699681401 | 220 | 0.7% |
| Other values (6929) | 16834 |
| Value | Count | Frequency (%) |
| 0 | 7142 | |
| 0.6931471806 | 20 | 0.1% |
| 1.098612289 | 9 | < 0.1% |
| 1.386294361 | 14 | < 0.1% |
| 1.609437912 | 12 | < 0.1% |
| 1.791759469 | 7 | < 0.1% |
| 1.945910149 | 6 | < 0.1% |
| 2.079441542 | 5 | < 0.1% |
| 2.197224577 | 6 | < 0.1% |
| 2.302585093 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 13.17811402 | 1 | |
| 13.17522903 | 1 | |
| 13.00132956 | 1 | |
| 12.95276296 | 1 | |
| 12.90793425 | 1 | |
| 12.84000312 | 1 | |
| 12.82798158 | 1 | |
| 12.76934745 | 1 | |
| 12.75215151 | 1 | |
| 12.63785831 | 1 |
default.payment.next.month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 468.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 29965 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29965 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 29965 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29965 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
| LIMIT_BAL | EDUCATION | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | SEX | MARRIAGE | default.payment.next.month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LIMIT_BAL | 1.000 | -0.263 | 0.186 | -0.297 | -0.342 | -0.331 | -0.308 | -0.285 | -0.264 | 0.055 | 0.050 | 0.062 | 0.074 | 0.082 | 0.089 | 0.274 | 0.280 | 0.286 | 0.285 | 0.295 | 0.319 | 0.134 | 0.073 | 0.173 |
| EDUCATION | -0.263 | 1.000 | 0.159 | 0.133 | 0.168 | 0.161 | 0.151 | 0.136 | 0.123 | 0.094 | 0.092 | 0.080 | 0.068 | 0.059 | 0.055 | -0.043 | -0.048 | -0.043 | -0.044 | -0.051 | -0.054 | 0.029 | 0.114 | 0.072 |
| AGE | 0.186 | 0.159 | 1.000 | -0.064 | -0.084 | -0.084 | -0.081 | -0.083 | -0.076 | 0.001 | 0.001 | 0.002 | -0.004 | -0.001 | -0.000 | 0.033 | 0.044 | 0.033 | 0.040 | 0.038 | 0.039 | 0.091 | 0.286 | 0.048 |
| PAY_0 | -0.297 | 0.133 | -0.064 | 1.000 | 0.629 | 0.550 | 0.518 | 0.488 | 0.465 | 0.316 | 0.331 | 0.316 | 0.308 | 0.300 | 0.290 | -0.098 | -0.063 | -0.054 | -0.034 | -0.026 | -0.045 | 0.059 | 0.036 | 0.422 |
| PAY_2 | -0.342 | 0.168 | -0.084 | 0.629 | 1.000 | 0.799 | 0.712 | 0.673 | 0.634 | 0.570 | 0.550 | 0.517 | 0.496 | 0.477 | 0.458 | 0.018 | 0.081 | 0.085 | 0.093 | 0.097 | 0.080 | 0.071 | 0.034 | 0.340 |
| PAY_3 | -0.331 | 0.161 | -0.084 | 0.550 | 0.799 | 1.000 | 0.800 | 0.718 | 0.670 | 0.523 | 0.587 | 0.556 | 0.530 | 0.506 | 0.483 | 0.214 | 0.034 | 0.101 | 0.117 | 0.122 | 0.096 | 0.067 | 0.032 | 0.294 |
| PAY_4 | -0.308 | 0.151 | -0.081 | 0.518 | 0.712 | 0.800 | 1.000 | 0.822 | 0.731 | 0.511 | 0.557 | 0.618 | 0.592 | 0.560 | 0.532 | 0.183 | 0.244 | 0.067 | 0.142 | 0.160 | 0.141 | 0.063 | 0.035 | 0.278 |
| PAY_5 | -0.285 | 0.136 | -0.083 | 0.488 | 0.673 | 0.718 | 0.822 | 1.000 | 0.820 | 0.498 | 0.536 | 0.586 | 0.649 | 0.617 | 0.578 | 0.173 | 0.220 | 0.258 | 0.104 | 0.183 | 0.170 | 0.056 | 0.033 | 0.269 |
| PAY_6 | -0.264 | 0.123 | -0.076 | 0.465 | 0.634 | 0.670 | 0.731 | 0.820 | 1.000 | 0.487 | 0.522 | 0.560 | 0.605 | 0.667 | 0.629 | 0.176 | 0.198 | 0.236 | 0.282 | 0.139 | 0.196 | 0.047 | 0.030 | 0.249 |
| BILL_AMT1 | 0.055 | 0.094 | 0.001 | 0.316 | 0.570 | 0.523 | 0.511 | 0.498 | 0.487 | 1.000 | 0.911 | 0.857 | 0.807 | 0.769 | 0.734 | 0.501 | 0.471 | 0.439 | 0.441 | 0.424 | 0.409 | 0.046 | 0.024 | 0.039 |
| BILL_AMT2 | 0.050 | 0.092 | 0.001 | 0.331 | 0.550 | 0.587 | 0.557 | 0.536 | 0.522 | 0.911 | 1.000 | 0.908 | 0.848 | 0.803 | 0.765 | 0.635 | 0.496 | 0.467 | 0.460 | 0.448 | 0.428 | 0.053 | 0.032 | 0.036 |
| BILL_AMT3 | 0.062 | 0.080 | 0.002 | 0.316 | 0.517 | 0.556 | 0.618 | 0.586 | 0.560 | 0.857 | 0.908 | 1.000 | 0.903 | 0.848 | 0.804 | 0.549 | 0.637 | 0.491 | 0.487 | 0.476 | 0.457 | 0.040 | 0.026 | 0.032 |
| BILL_AMT4 | 0.074 | 0.068 | -0.004 | 0.308 | 0.496 | 0.530 | 0.592 | 0.649 | 0.605 | 0.807 | 0.848 | 0.903 | 1.000 | 0.903 | 0.848 | 0.511 | 0.554 | 0.633 | 0.506 | 0.503 | 0.480 | 0.041 | 0.027 | 0.032 |
| BILL_AMT5 | 0.082 | 0.059 | -0.001 | 0.300 | 0.477 | 0.506 | 0.560 | 0.617 | 0.667 | 0.769 | 0.803 | 0.848 | 0.903 | 1.000 | 0.902 | 0.481 | 0.514 | 0.548 | 0.646 | 0.524 | 0.508 | 0.038 | 0.036 | 0.034 |
| BILL_AMT6 | 0.089 | 0.055 | -0.000 | 0.290 | 0.458 | 0.483 | 0.532 | 0.578 | 0.629 | 0.734 | 0.765 | 0.804 | 0.848 | 0.902 | 1.000 | 0.455 | 0.486 | 0.518 | 0.569 | 0.666 | 0.528 | 0.027 | 0.022 | 0.015 |
| PAY_AMT1 | 0.274 | -0.043 | 0.033 | -0.098 | 0.018 | 0.214 | 0.183 | 0.173 | 0.176 | 0.501 | 0.635 | 0.549 | 0.511 | 0.481 | 0.455 | 1.000 | 0.511 | 0.518 | 0.485 | 0.467 | 0.454 | 0.028 | 0.027 | 0.176 |
| PAY_AMT2 | 0.280 | -0.048 | 0.044 | -0.063 | 0.081 | 0.034 | 0.244 | 0.220 | 0.198 | 0.471 | 0.496 | 0.637 | 0.554 | 0.514 | 0.486 | 0.511 | 1.000 | 0.515 | 0.519 | 0.496 | 0.490 | 0.028 | 0.028 | 0.156 |
| PAY_AMT3 | 0.286 | -0.043 | 0.033 | -0.054 | 0.085 | 0.101 | 0.067 | 0.258 | 0.236 | 0.439 | 0.467 | 0.491 | 0.633 | 0.548 | 0.518 | 0.518 | 0.515 | 1.000 | 0.515 | 0.533 | 0.505 | 0.043 | 0.019 | 0.146 |
| PAY_AMT4 | 0.285 | -0.044 | 0.040 | -0.034 | 0.093 | 0.117 | 0.142 | 0.104 | 0.282 | 0.441 | 0.460 | 0.487 | 0.506 | 0.646 | 0.569 | 0.485 | 0.519 | 0.515 | 1.000 | 0.533 | 0.546 | 0.030 | 0.025 | 0.133 |
| PAY_AMT5 | 0.295 | -0.051 | 0.038 | -0.026 | 0.097 | 0.122 | 0.160 | 0.183 | 0.139 | 0.424 | 0.448 | 0.476 | 0.503 | 0.524 | 0.666 | 0.467 | 0.496 | 0.533 | 0.533 | 1.000 | 0.548 | 0.030 | 0.023 | 0.119 |
| PAY_AMT6 | 0.319 | -0.054 | 0.039 | -0.045 | 0.080 | 0.096 | 0.141 | 0.170 | 0.196 | 0.409 | 0.428 | 0.457 | 0.480 | 0.508 | 0.528 | 0.454 | 0.490 | 0.505 | 0.546 | 0.548 | 1.000 | 0.042 | 0.022 | 0.121 |
| SEX | 0.134 | 0.029 | 0.091 | 0.059 | 0.071 | 0.067 | 0.063 | 0.056 | 0.047 | 0.046 | 0.053 | 0.040 | 0.041 | 0.038 | 0.027 | 0.028 | 0.028 | 0.043 | 0.030 | 0.030 | 0.042 | 1.000 | 0.032 | 0.039 |
| MARRIAGE | 0.073 | 0.114 | 0.286 | 0.036 | 0.034 | 0.032 | 0.035 | 0.033 | 0.030 | 0.024 | 0.032 | 0.026 | 0.027 | 0.036 | 0.022 | 0.027 | 0.028 | 0.019 | 0.025 | 0.023 | 0.022 | 0.032 | 1.000 | 0.033 |
| default.payment.next.month | 0.173 | 0.072 | 0.048 | 0.422 | 0.340 | 0.294 | 0.278 | 0.269 | 0.249 | 0.039 | 0.036 | 0.032 | 0.032 | 0.034 | 0.015 | 0.176 | 0.156 | 0.146 | 0.133 | 0.119 | 0.121 | 0.039 | 0.033 | 1.000 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default.payment.next.month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | ||||||||||||||||||||||||
| 1 | 9.903538 | 2 | 2 | 1 | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 62.561969 | 55.704578 | 26.267851 | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 6.536692 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1 |
| 2 | 11.695255 | 2 | 2 | 2 | 26 | -1 | 2 | 0 | 0 | 0 | 2 | 51.797683 | 41.545156 | 51.797683 | 57.210139 | 58.787754 | 57.113921 | 0.000000 | 6.908755 | 6.908755 | 6.908755 | 0.000000 | 7.601402 | 1 |
| 3 | 11.407576 | 2 | 2 | 2 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 170.997076 | 118.439858 | 116.447413 | 119.716331 | 122.266103 | 124.699639 | 7.325808 | 7.313887 | 6.908755 | 6.908755 | 6.908755 | 8.517393 | 0 |
| 4 | 10.819798 | 2 | 2 | 1 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 216.774076 | 219.622403 | 222.018017 | 168.270615 | 170.176379 | 171.895317 | 7.601402 | 7.610853 | 7.090910 | 7.003974 | 6.975414 | 6.908755 | 0 |
| 5 | 10.819798 | 1 | 2 | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 92.833184 | 75.306042 | 189.303988 | 144.710055 | 138.372685 | 138.318473 | 7.601402 | 10.510041 | 9.210440 | 9.105091 | 6.536692 | 6.522093 | 0 |
| 6 | 10.819798 | 1 | 1 | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 253.773521 | 238.893282 | 240.018749 | 139.265933 | 140.071410 | 141.509717 | 7.824446 | 7.504392 | 6.489205 | 6.908755 | 6.908755 | 6.685861 | 0 |
| 7 | 13.122365 | 1 | 1 | 2 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 606.602011 | 641.890956 | 667.089199 | 736.650528 | 694.984892 | 688.436635 | 10.915107 | 10.596660 | 10.545368 | 9.915416 | 9.528867 | 9.530320 | 0 |
| 8 | 11.512935 | 2 | 2 | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 108.981650 | 19.519221 | 24.535688 | 14.899664 | -12.609520 | 23.832751 | 5.942799 | 6.400257 | 0.000000 | 6.366470 | 7.431300 | 7.341484 | 0 |
| 9 | 11.849405 | 2 | 3 | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 106.235587 | 118.730788 | 110.040901 | 110.507918 | 108.600184 | 60.991803 | 8.110728 | 0.000000 | 6.070738 | 6.908755 | 6.908755 | 6.908755 | 0 |
| 10 | 9.903538 | 1 | 3 | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 114.052619 | 117.953381 | 0.000000 | 0.000000 | 0.000000 | 9.473320 | 7.023759 | 0.000000 | 0 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default.payment.next.month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | ||||||||||||||||||||||||
| 29991 | 11.849405 | 1 | 2 | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 371.922035 | 370.328233 | 372.975871 | 371.837330 | 222.881134 | 214.760332 | 8.699681 | 8.853808 | 8.349721 | 7.317212 | 7.601402 | 7.601402 | 0 |
| 29992 | 12.254868 | 1 | 2 | 1 | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 50.009999 | 50.009999 | 50.009999 | 50.009999 | 50.009999 | 50.009999 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1 |
| 29993 | 9.210440 | 1 | 3 | 1 | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 93.824304 | 101.985293 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 7.601402 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0 |
| 29994 | 11.512935 | 1 | 1 | 2 | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 55.163394 | 37.788887 | 320.931457 | 265.757408 | 263.579210 | 234.531448 | 7.601402 | 11.624333 | 8.294300 | 8.006701 | 7.601402 | 7.601402 | 0 |
| 29995 | 11.289794 | 1 | 2 | 2 | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 269.365922 | 278.763340 | 281.753438 | 278.424137 | 287.416075 | 284.884187 | 8.853808 | 8.160804 | 0.000000 | 8.853808 | 0.000000 | 8.294300 | 1 |
| 29996 | 12.301387 | 1 | 3 | 1 | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 434.682643 | 439.108187 | 456.471248 | 296.656367 | 176.742751 | 126.415980 | 9.047939 | 9.903538 | 8.517993 | 8.022241 | 8.517393 | 6.908755 | 0 |
| 29997 | 11.918397 | 1 | 3 | 2 | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 41.036569 | 42.766810 | 59.186147 | 94.762862 | 72.048595 | 1.000000 | 7.516433 | 8.168203 | 9.104869 | 4.867534 | 0.000000 | 0.000000 | 0 |
| 29998 | 10.308986 | 1 | 2 | 2 | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 59.715995 | 57.939624 | 52.526184 | 144.495675 | 143.467766 | 139.133030 | 0.000000 | 0.000000 | 9.998843 | 8.343078 | 7.601402 | 8.039480 | 1 |
| 29999 | 11.289794 | 1 | 3 | 1 | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -40.558600 | 279.964283 | 276.233597 | 229.728100 | 108.885261 | 221.235169 | 11.360951 | 8.134468 | 7.072422 | 7.563720 | 10.877387 | 7.498316 | 1 |
| 30000 | 10.819798 | 1 | 2 | 1 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 218.929212 | 221.147010 | 223.080703 | 191.143925 | 180.080538 | 123.749747 | 7.639642 | 7.496097 | 7.266129 | 6.908755 | 6.908755 | 6.908755 | 1 |